{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python 机器学习实战 ——代码样例\n",
    "\n",
    "# 第十六章 决策树算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 CART 算法分类\n",
    "\n",
    "本节我们继续请出我们熟悉的 Iris 数据集，用 CART 算法进行分类。与之前的 K 近邻不同的是，我们可以把模型的结构输出出来，直接观察每一步的判断规则。\n",
    "\n",
    "注意，要使得决策树的结构可以直接以图片形式输出在界面上，需要首先安装 Graphviz ( 贝尔实验室出品的一个开源作图工具)，并且将其添加到系统路径。下载地址：http://www.graphviz.org/pub/graphviz/stable/windows/graphviz-2.38.msi\n",
    "\n",
    "以下代码需在 Jupyter 中运行。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 导入需要的库。\n",
    "\n",
    "from sklearn import tree\n",
    "from sklearn.datasets import load_iris\n",
    "from IPython.display import Image\n",
    "import pydotplus\n",
    "\n",
    "# 载入数据集。\n",
    "\n",
    "iris = load_iris()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "建立决策树模型。参数 criterion 表示最优特征的选择方法，这里是 Gini 指数。其他可调的参数还包括：树的最大深度，叶结点允许的最少样本数，内部结点允许的最少样本数等。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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C+vSnP623vvWtJY4Ks73tbW/Tpz/9aQUCAf3Hf/xHpcMBAKxCJN8AACxBJBKR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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = tree.DecisionTreeClassifier(criterion='gini')\n",
    "clf = clf.fit(iris.data, iris.target)\n",
    "\n",
    "# 将模型结构保存下来。\n",
    "\n",
    "dot_data = tree.export_graphviz(clf, out_file=None)\n",
    "\n",
    "# 显示模型结构，如下图所示。\n",
    "\n",
    "graph = pydotplus.graphviz.graph_from_dot_data(dot_data)\n",
    "Image(graph.create_png())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
